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amplitude/builder-skills

提取過去7天的 Intercom 工單與 Slack 支援訊息,分類每一則信號,透過 CRM 資料(ARR、方案、續約)進行豐富化,並根據客戶價值與流失風險評分,最後產出分層級的優先級報告並儲存至 Google Drive。當你需要快速、數據驅動地掌握哪些支援信號最重要時,便可使用此技能。

builder-skills 是什麼?

此技能專為需要從大量支援對話中快速提煉高價值行動項目的團隊設計。它會自動從 Intercom 和 Slack 收集過去一週的所有回饋,並將其分類為錯誤、UX 混淆、功能請求、帳務問題或流失風險。接著,技能會查詢 CRM(如 HubSpot 或 Attio)以取得每筆客戶的 ARR、方案類型、公司規模與續約日期,從而對每個信號進行加權評分。流失風險信號的權重自動乘以 3,高 ARR 客戶(前 20%)的權重乘以 2,而同一問題出現 3 次以上則會自動升級一個層級。最終輸出為一份四層級報告(Critical、High、Medium、FYI),並包含趨勢分析,可直接儲存至 Google Drive。此工具支援 Intercom、Slack、CRM 與 Google Drive 等多個 MCP,適合每週一早晨由排程器觸發執行。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/analytics-skills/skills/support-feedback-prioritization

在你喜歡的 AI 中提問

開啟一個已預先載入此 Agent Skill 的新對話。

說明文件

支援回饋優先級排序

將一週的支援雜訊轉化為排序且豐富化的行動清單 — 只需幾分鐘。

你有 Intercom 工單、Slack 討論串,以及充滿客戶資料的 CRM。這項技能會讀取所有內容,對每個信號進行分類,並用 ARR 和方案資料豐富每一項目,然後透過加權優先級模型為整疊資料評分。輸出是一份四層級報告 — Critical、High、Medium、FYI — 讓你能清楚知道星期一早上該從哪裡開始。


提示模板

/schedule 以客戶回饋分析師的身份為 {{COMPANY_NAME}} 工作。

### 第 1 步 — 收集信號
從以下來源收集過去 7 天的所有回饋:
- Intercom:所有工單與對話
- Slack:{{SLACK_CHANNELS}}

對於每個信號,記錄:來源、客戶名稱或 ID、日期、一句話摘要,以及原始文字。

### 第 2 步 — 分類
為每個信號指定一個類別:
- 錯誤 — 某些功能壞了
- UX 混淆 — 使用者找不到或無法理解某個功能
- 功能請求 — 明確要求新功能
- 帳務問題 — 定價、發票或方案混淆
- 流失風險 — 包含「取消」、「離開」、「轉換」、「失望」、「沮喪」等關鍵字

### 第 3 步 — 以 CRM 資料豐富化
對於每個信號,查詢 {{CRM_NAME}} 以取得:
- ARR 或交易價值
- 方案類型(免費 / 入門 / 專業 / 企業)
- 公司規模
- 續約日期
- CSM 或帳戶負責人名稱

若 CRM 中找不到該客戶,請記錄「CRM: 未找到」並繼續。

### 第 4 步 — 評分與排序
- 流失風險信號:分數乘以 ×3
- 企業或高 ARR 客戶(ARR 前 20%):分數乘以 ×2
- 同一問題來自不同客戶且出現 3 次以上:自動升級一個層級
- 當其他因素都相同時,錯誤的優先級高於功能請求

### 第 5 步 — 撰寫報告
將 Markdown 檔案命名為 SupportDigest_{{DATE}}.md 並儲存至 Google Drive 的 {{OUTPUT_FOLDER}}。

## 🔴 Critical — 今天行動
## 🟠 High — 本週行動
## 🟡 Medium — 監控
## ℹ️ FYI

針對每一項目:| 公司 | ARR | 方案 | 類別 | 來源 | CSM | 建議行動 |

## 趨勢
3–5 句話描述反覆出現的主題與模式,暗示系統性問題。

規則:
- 僅讀取 — 不要發送訊息或回覆工單
- 完成後回傳 Drive 連結

設定

欄位值
所需 MCPIntercom、Slack、CRM(HubSpot / Attio)、Google Drive
輸出SupportDigest_YYYY-MM-DD.md → /Product/SupportDigest
排程器每週一上午 8 點

需要填寫的佔位符

  • {{COMPANY_NAME}} — 你的公司名稱
  • {{SLACK_CHANNELS}} — 例如 #support, #customer-feedback, #bugs
  • {{CRM_NAME}} — 例如 HubSpot、Attio 或 Intercom
  • {{DATE}} — 排程器執行時自動填入今天的日期
  • {{OUTPUT_FOLDER}} — Drive 路徑,例如 /Product/SupportDigest

提示

  • 「趨勢」區段通常是最有價值的部分 — 一個系統性問題比五個一次性工單更有價值。
  • 每週一將 🔴 Critical 層級直接分享到你的 #product Slack 頻道。
  • 如果沒有連接 CRM,請移除第 3 步 — 技能在沒有 ARR 加權的情況下仍然有效。
  • 可與 analyze-feedback 搭配使用,將支援主題與 Amplitude 行為數據進行交叉比對。

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

amplitude/builder-skills

Performs deep analysis of a specific Amplitude chart to explain trends, anomalies, and likely drivers. Use when a metric looks unusual, investigating a spike or drop, or understanding the "why" behind numbers.

amplitude/builder-skills

Deeply analyze Amplitude dashboards by analyzing key charts, surfacing top areas for concern and takeaways, identify anomalies, then explain changes using customer feedback trends.

amplitude/builder-skills

Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor. Use when setting up experiments, checking experiment status, analyzing results, or making ship decisions.

amplitude/builder-skills

Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise. Use when planning product roadmap, understanding user sentiment, investigating specific issues, or preparing voice-of-customer reports.

amplitude/builder-skills

Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes. Use this skill whenever the user asks to understand how their MCP server is being used, what agents/users are trying to do with it, why tool calls are failing, what to fix or improve in their MCP server, or asks for an "MCP usage report", "tool error analysis", "intent analysis", "rationale clustering", or "MCP insights". Also trigger when the user mentions [MCP]-prefixed events, tool rationale, tool call errors, or just finished instrumenting their MCP server and wants to see what the data says. Requires the Amplitude MCP connector.

amplitude/builder-skills

Read lost deals and churned accounts from your CRM, extract reasons clustered by theme (missing features, pricing, competitors, UX), and write a prioritized weekly analysis with product improvement recommendations. Use before roadmap planning or to build the case for prioritizing retention work.

amplitude/builder-skills

Creates Amplitude charts from natural language descriptions, handling event selection, filters, groupings, and visualization choices. Use when you know what you want to measure but prefer not to build the chart manually.

amplitude/builder-skills

Guide an Amplitude user through building a custom agent by suggesting use cases grounded in their role and data, shaping the idea into a well-formed spec, and generating a ready-to-run Global Agent deeplink that creates it. Use to create, build, or set up a custom agent, automate a recurring analysis, or put a repeated report on a schedule.

amplitude/builder-skills

Builds comprehensive Amplitude dashboards from requirements or goals, organizing charts into logical sections with appropriate layouts. Use when creating a complete dashboard from scratch or assembling existing charts into a cohesive view.

amplitude/builder-skills

Monitors all active and recently completed experiments across Amplitude projects, triages them by importance, then runs deep analysis and reporting on the most impactful ones. Use when the user asks to "check on experiments", "experiment status", "experiment review", "what experiments are running", or wants a periodic experiment health report.

amplitude/builder-skills

Use this skill whenever a user wants to improve existing pages on their website to get cited more by AI models — whether they say "our pages aren't getting cited", "improve this page for AI visibility", "which of our pages should we update", "make this article more cite-worthy", "our competitors are getting cited instead of us", "update our content for AI search", or any variation where the goal is improving an existing asset rather than creating something new. This skill pulls owned pages from AI Visibility, identifies which ones have citation potential but are underperforming, compares them against the external pages that are winning citations on the same topics, and produces section-level rewrites or a full-page update — then pushes the revision to the CMS as a draft. Trigger even if the user just says "help me get cited more" or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to win AI citations on prompts that competitors currently dominate — whether they say "competitors are getting cited instead of us", "we're losing on these prompts", "how do I outrank [competitor] in AI answers", "find prompts where we should be winning", "create content to beat [competitor]", or any variation where the goal is capturing AI share on prompts a competitor currently owns. This skill pulls competitor visibility data from AI Visibility, identifies the specific prompts where competitors win and Amplitude is absent, clusters them by intent, and produces targeted comparison pages, alternatives content, or rebuttal assets — then pushes drafts to CMS. Trigger on any mention of competitor, prompt hijack, outrank, or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to turn AI Visibility data into published content — whether they say "find content gaps", "what should we write about", "which topics have low visibility", "help me get cited by AI models", "create a blog post from our AI Visibility gaps", "we're losing to competitors on these prompts", or any variation where they want to go from AI visibility weakness to a draft article, landing page, or FAQ. This skill connects directly to Amplitude AI Visibility data (topics, prompts, visibility scores, citations, competitor data, full LLM responses and sources) and produces a publish-ready content brief plus full article draft. If the user mentions CMS (WordPress, Webflow, Contentful, Sanity, HubSpot, Ghost, Shopify), also trigger this skill to push the draft directly. Trigger even if they just say something vague like "what content should we create?" in an AI Visibility context.

amplitude/builder-skills

Use this skill whenever a user wants to test content variants before publishing to find which one will get cited most by AI models — whether they say "which version of this content will perform better", "test this article before we publish", "simulate how AI will respond to this content", "which angle should we use", "generate content variants and pick the winner", "run a simulation before publishing", or any variation where the goal is data-driven content selection rather than gut-feel publishing. This skill takes an identified content opportunity, generates 2–3 distinct variants with different angles or structures, scores them against actual AI model responses from AI Visibility, references the Simulate Changes feature for pre-publish validation, and produces a clear recommendation on which variant to publish — then pushes the winner to CMS. Trigger on any mention of "simulate", "test variants", "which performs better", "A/B content", or "before we publish".

amplitude/builder-skills

Use this skill whenever a user wants to understand which external sources are being cited by AI models on topics relevant to their brand, and wants to create content that will outrank those sources — whether they say "what sources are AI models citing", "why is [third-party site] being cited instead of us", "we want to be the definitive source on X", "build something that gets cited more than G2 or TechRadar", "create an authoritative asset", or any variation where the goal is producing a new reference asset (definition page, benchmark, methodology, glossary, comparison hub) designed to beat existing top-cited sources. This skill analyzes AI Visibility source data, reverse-engineers what makes top-cited pages authoritative, and produces a superior source asset — then pushes it to CMS as a draft. Trigger on any mention of "sources", "third-party citations", "authoritative content", "definitional pages", or "outrank".

amplitude/builder-skills

Instrument a Node/TypeScript MCP server with Amplitude's @amplitude/mcp-analytics SDK so tool calls, sessions, and rationale are tracked as Amplitude events. Use this skill whenever the user wants to add Amplitude analytics to their MCP server, mentions "MCP Analytics", "@amplitude/mcp-analytics", "instrument my MCP server", "track MCP tool calls", "add rationale to my MCP tools", or wants agent traffic (Claude, Cursor, ChatGPT) attributed back to Amplitude. Also use for adding UTM tagging to MCP-returned links, or for troubleshooting identity/user_id mismatches between MCP events and web/mobile Amplitude data.

amplitude/builder-skills

Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Reads the tracking plan via the Amplitude MCP server (events, properties, naming conventions), analyzes the PR diff to find the few user actions genuinely worth tracking, detects the codebase's SDK and tracking patterns, and adds instrumentation that matches both. Optionally (opt-in) stages new events and properties on an Amplitude tracking-plan branch for data-governance review. Use when asked to "instrument this PR", "add analytics to this change", "add tracking", "add Amplitude events", "instrument this feature", or "what should I track here".

amplitude/builder-skills

Diagnoses product health by cross-referencing Amplitude analytics (dashboards, charts, funnels, feedback, AI agent analytics), optionally Datadog (errors, latency, stack traces), and optionally Slack (qualitative feedback, bug reports, feature requests). Identifies what's broken, what's working, and what to do about it — with root causes, not just symptoms. Use when asked to "diagnose my product", "what's going on", "product health check", "what's broken", "where are users struggling", "give me a product diagnosis", or "what should I focus on".

amplitude/builder-skills

Turn one or more meeting transcripts, notes, or Slack threads into concise takeaways and clear action items with DRIs. Works with a single meeting or a batch from the whole week.

amplitude/builder-skills

Summarizes B2B account health by analyzing usage patterns, engagement trends, risk signals, and expansion opportunities. Use for customer success reviews, renewal preparation, QBRs, or account prioritization.

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